{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73aa0c22-8ed7-4201-aa48-946e18bee65e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from weno5_scheme import weno5_reconstruction\n",
    "from rk3 import rk3\n",
    "\n",
    "ghost_cells_n = 3\n",
    "\n",
    "x_l, x_r, t = 0, 1, 0.25\n",
    "nx = 200\n",
    "dt = 0.0001\n",
    "dx = (x_r - x_l) / nx\n",
    "nt = int(t / dt)\n",
    "\n",
    "x = np.linspace(dx / 2 - ghost_cells_n * dx, x_r - dx / 2 + ghost_cells_n * dx, nx +2 * ghost_cells_n)\n",
    "u = np.zeros((nt + 1, nx  + 2 * ghost_cells_n))\n",
    "u[0, :] = np.sin(2 * np.pi * x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab26ccbb-cd40-4a13-981b-d013a9a05925",
   "metadata": {},
   "outputs": [],
   "source": [
    "internal = slice(ghost_cells_n, nx+ghost_cells_n)\n",
    "\n",
    "rhs_buffer = np.zeros(nx)\n",
    "fL, fR, s = np.zeros(nx+1), np.zeros(nx+1), np.zeros(nx)\n",
    "f, fP, fN = np.zeros(nx+ghost_cells_n*2), np.zeros(nx+ghost_cells_n*2), np.zeros(nx+ghost_cells_n*2)\n",
    "    \n",
    "# for periodic boundary\n",
    "def update_ghost_cells(buffer):\n",
    "    buffer[0], buffer[1], buffer[2] = buffer[nx], buffer[nx+1], buffer[nx+2]\n",
    "    buffer[-1], buffer[-2], buffer[-3] = buffer[2*ghost_cells_n], buffer[2*ghost_cells_n-1], buffer[2*ghost_cells_n-2]\n",
    "       \n",
    "def right_hand_side(u0):\n",
    "    \n",
    "    for i in range(1, nx+1):\n",
    "        s[i-1] = max(np.abs([u0[i], u0[i+1], u0[i+2], u0[i+3], u0[i+4]]))\n",
    "    \n",
    "    f[internal] = 0.5 * u0[internal]**2\n",
    "    fP[internal] = 0.5 * (f[internal] + s * u0[internal])\n",
    "    fN[internal] = 0.5 * (f[internal] - s * u0[internal])\n",
    "    \n",
    "    update_ghost_cells(f)\n",
    "    update_ghost_cells(fP)\n",
    "    update_ghost_cells(fN)\n",
    "    \n",
    "    for i in range(nx+1):\n",
    "        value = (fP[i], fP[i+1], fP[i+2], fP[i+3], fP[i+4])\n",
    "        fL[i] = weno5_reconstruction(value)\n",
    "        \n",
    "        value = (fN[i+5], fN[i+4], fN[i+3], fN[i+2], fN[i+1])\n",
    "        fR[i] = weno5_reconstruction(value)\n",
    "        \n",
    "    for i in range(nx):\n",
    "        rhs_buffer[i] = -(fL[i+1] - fL[i]) / dx - (fR[i+1] - fR[i]) / dx\n",
    "            \n",
    "    return rhs_buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "053fa3f7-5caf-41ad-b7b6-04034677f5d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "intermediate = np.zeros_like(x)\n",
    "to_update_slice = slice(ghost_cells_n, nx+ghost_cells_n)\n",
    "\n",
    "for i in range(1, nt+1):\n",
    "    \n",
    "    buffer = right_hand_side(u[i-1])\n",
    "    intermediate[to_update_slice] = rk3(1, u[i-1, to_update_slice], buffer, dt, None)\n",
    "    update_ghost_cells(intermediate)\n",
    "    \n",
    "    buffer = right_hand_side(intermediate)\n",
    "    intermediate[to_update_slice] = rk3(2, u[i-1, to_update_slice], buffer, dt, intermediate[to_update_slice])\n",
    "    update_ghost_cells(intermediate)\n",
    "    \n",
    "    buffer = right_hand_side(intermediate)\n",
    "    intermediate[to_update_slice] = rk3(3, u[i-1, to_update_slice], buffer, dt, intermediate[to_update_slice])\n",
    "    update_ghost_cells(intermediate)\n",
    "    \n",
    "    u[i] = intermediate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2e4aae26-e9a1-496e-b3da-c0406611a6c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = np.linspace(0.025, 0.25, 10)\n",
    "plt.figure(figsize=(6, 4), dpi=100)\n",
    "for i, t_stamp in enumerate(ts):\n",
    "    index = int(t_stamp / dt)\n",
    "    plt.plot(x, u[index], linewidth=0.8, label=\"t=\"+format(t_stamp, \".4f\"))\n",
    "plt.legend(fontsize=7)\n",
    "plt.ylabel(\"$x$\")\n",
    "plt.ylabel(\"$u$\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a5837e2-e430-4945-83a6-71bae4292c19",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gpytorch",
   "language": "python",
   "name": "gpytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
